Visual AISkills
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Business
Ecommerce imagery
Essential

Product background replacement

Replace or generate product backgrounds while preserving product

Use this skill when you need a repeatable image workflow, not a one-off prompt guess. It defines the input, output, tool path, and quality gate before generation starts.

Input
product photo
Output
edited product image
Best fit

Ecommerce imagery

ComfyUI inpaintingSAMGPT Image 2

Very high-intent search

Job to be done

Create edited product image from product photo, using a task-first workflow instead of a loose prompt dump.

Workflow type

inpainting, masking

Quality promise

The output must preserve user intent, survive visual inspection, and be ready for the target channel.

Workflow outline

  1. Prepare the source input: product photo.
  2. Pick a first tool path: ComfyUI inpainting, SAM, GPT Image 2.
  3. Generate or edit toward the promised deliverable: edited product image.
  4. Review the image for drift, broken details, unreadable text, and weak composition.
  5. Save the prompt, references, and final settings that produced the best reusable result.

Copy-ready skill card

Skill: Product background replacement

Scene: Business / Ecommerce imagery

Input: product photo

Output: edited product image

Tools: ComfyUI inpainting, SAM, GPT Image 2

Quality check: the result must match the promised output and preserve the user intent.

Copy distribution

Take this skill into your AI tool as a prompt, a workflow card, or a portable SKILL.md draft.

Quality gate

  • The final asset clearly matches the requested edited product image.
  • The main subject still reflects the original product photo.
  • Text, hands, logos, edges, and product details are not visibly broken.
  • The result is usable in the target channel without another full regeneration.

Prompt starter

Create edited product image for this task: Replace or generate product backgrounds while preserving product

Input available: product photo

Preferred tool path: ComfyUI inpainting, SAM, GPT Image 2

Keep the result faithful to the input and optimize for the ecommerce imagery scene.

Evidence and maintenance

Source IDs
IMG-018, IMG-022, IMG-044, IMG-052
Priority
Essential
Library track
Starter

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